{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "26d99b2e-0201-4aeb-9ea9-278518a5b326",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import matplotlib\n",
    "\n",
    "# 全局配置中文字体\n",
    "matplotlib.rcParams['font.family'] = 'SimHei'  # 指定默认字体为黑体\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 解决负号'-'显示为方块的问题\n",
    "\n",
    "# 创建多组示例数据\n",
    "data1 = np.random.randn(100)  # 正态分布数据\n",
    "data2 = np.random.rand(100)   # 均匀分布数据\n",
    "data3 = np.random.randint(0, 100, 100)  # 随机整数数据\n",
    "\n",
    "\n",
    "# 将数据保存到 .npz 文件  C:\\Users\\Administrator\n",
    "\n",
    "np.savez('data_set.npz', data1=data1, data2=data2, data3=data3)\n",
    "\n",
    "# # 加载 .npz 文件以验证数据\n",
    "# data = np.load('data_set.npz')\n",
    "# print(data['data1'])\n",
    "# print(data['data2'])\n",
    "# print(data['data3'])\n",
    "\n",
    "# 绘制折线图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(data1, label='Data 1')\n",
    "plt.title('正态分布数据')\n",
    "plt.xlabel('Index')\n",
    "plt.ylabel('Value')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# 绘制直方图\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.hist(data2, bins=20, alpha=0.7, color='blue', label='Data 2')\n",
    "plt.title('均匀分布数据')\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('Frequency')\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# 定义区间\n",
    "bins = [0, 20, 40, 60, 80, 100]\n",
    "\n",
    "# 计算每个区间的数据个数\n",
    "hist, bin_edges = np.histogram(data3, bins=bins)\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(hist, labels=[f'{bins[i]}-{bins[i+1]-1}' for i in range(len(bins)-1)], autopct='%1.1f%%', startangle=140)\n",
    "plt.title('随机生成数据区间')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6a91e092-90d2-4c2c-b9e2-5caa5b843582",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 1.72996141  2.1835831  -0.16743479  1.19668204 -1.90920666 -1.23643722\n",
      " -0.18426697 -0.21868291 -0.95533861 -0.00764036  0.43694876  0.37317724\n",
      "  0.95298769  1.21059874 -1.36024625 -0.92917007  1.57726497 -0.82545353\n",
      " -0.08480917  0.30965375 -1.07542797  1.06669168 -0.24698564 -0.85721913\n",
      " -0.26795617 -1.6428609   2.40174072  0.39837761  0.15732637  2.17543435\n",
      " -0.0451842   1.0090484  -1.41406247 -0.19987665  0.39704338 -0.53430461\n",
      " -0.14936539 -0.70392089  1.33954896  0.04239501  1.30085939  1.93882017\n",
      " -0.41511837 -1.08649866  0.01814594  0.73421809 -0.89285343 -0.60255791\n",
      "  0.2358477   0.23530767 -1.04948174 -0.61964722  0.92553986 -0.41469743\n",
      " -0.5797145  -1.14613558 -0.09406491  0.01579275 -0.96207734 -0.81257859\n",
      "  2.81391849 -0.66578275  0.82436532  0.61845439 -0.14825175 -0.03290366\n",
      "  0.10343639  0.37211857  1.1567472   0.65771968 -1.6778083  -0.57577929\n",
      " -0.13315757  0.43659353  0.17301357  1.06919443 -0.49401018 -0.38962031\n",
      "  0.34064371 -0.76357628  1.89490757  0.05054173 -0.32387119 -0.73607401\n",
      " -1.16875074  0.48746626 -0.71948416  0.36138052 -0.79376727 -1.1563689\n",
      "  0.67958693 -1.31145793 -2.58948252  2.06207489  0.7944599   0.38444204\n",
      "  0.27978106  1.60749555 -0.20310483  1.74832965]\n",
      "[0.6938183  0.90944259 0.56330656 0.75651966 0.90175683 0.90079322\n",
      " 0.54266097 0.41251814 0.27179166 0.0994851  0.38746296 0.58913718\n",
      " 0.60384429 0.86731707 0.84778384 0.10325946 0.00669574 0.22377725\n",
      " 0.95913246 0.88267819 0.31997803 0.66076939 0.01514381 0.19836997\n",
      " 0.57656002 0.94462072 0.54214006 0.5871216  0.60720296 0.44464123\n",
      " 0.04652284 0.66978215 0.27377143 0.99067756 0.61464709 0.04847872\n",
      " 0.35552506 0.37797643 0.8051352  0.86126607 0.16454273 0.20029423\n",
      " 0.92846373 0.1753734  0.03397199 0.21834499 0.24487773 0.87447135\n",
      " 0.68398168 0.80428848 0.00304582 0.06295015 0.55466955 0.81036685\n",
      " 0.12612784 0.37121142 0.9468348  0.15447938 0.29902318 0.0180677\n",
      " 0.45738068 0.01173176 0.1121437  0.07173039 0.01038535 0.03322277\n",
      " 0.30084569 0.58965343 0.62232337 0.56634763 0.07753062 0.85458522\n",
      " 0.21468222 0.98707035 0.91051489 0.71066356 0.90770304 0.81405857\n",
      " 0.868942   0.85834296 0.61301293 0.04223657 0.5442213  0.73678557\n",
      " 0.48123526 0.58314814 0.4174279  0.7832286  0.21412011 0.75850574\n",
      " 0.23931477 0.57173768 0.23114494 0.94745399 0.75416589 0.96961541\n",
      " 0.25599042 0.55637262 0.41426315 0.09315734]\n",
      "[ 3 76 83 80 67 51 38 86 64 90 39 94 75  2 78 84 27  4 53 60 99  1 95 95\n",
      "  3 71  5 12 58 91 32  0 76 69  8 45 49 10 81 82 82 12 66 75 17 76 61 20\n",
      " 76 87 90 15 61 44 57 88 11 60 84 23 50 59 48 97 26  8 77 48 97 83 20  5\n",
      " 99 33 72 99 78 42 52  8  6 62  8  0 15 74 66 24 41 76  4 65 88  2 90 14\n",
      "  3 67 29 29]\n"
     ]
    }
   ],
   "source": [
    "# 加载 .npz 文件以验证数据\n",
    "data = np.load('data_set.npz')\n",
    "print(data['data1'])\n",
    "print(data['data2'])\n",
    "print(data['data3'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22bfe122-9e17-4658-add4-66f724aa127e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b005b3e5-9d4b-43fd-b660-99686c3f681e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
